{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference Demo for ImageNet Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview\n",
    "This notebook can be used for inference on ONNX models trained on **ImageNet** dataset. The demo shows how to use the trained models to do inference in MXNet. Please install the prerequisite packages if not already installed. \n",
    "\n",
    "## Model Support in This Demo\n",
    "\n",
    "* SqueezeNet\n",
    "* VGG\n",
    "* ResNet\n",
    "* MobileNet\n",
    "\n",
    "## Prerequisites\n",
    "\n",
    "* Protobuf compiler - `sudo apt-get install protobuf-compiler libprotoc-dev` (required for ONNX. This will work for any linux system. For detailed installation guidelines head over to [ONNX documentation](https://github.com/onnx/onnx#installation))\n",
    "* ONNX - `pip install onnx`\n",
    "* MXNet - `pip install mxnet-cu90mkl --pre -U` (tested on this version GPU, can use other versions. `--pre` indicates a pre build of MXNet which is required here for ONNX version compatibility. `-U` uninstalls any existing MXNet version allowing for a clean install)\n",
    "* numpy - `pip install numpy`\n",
    "* matplotlib - `pip install matplotlib`\n",
    "\n",
    "In order to do inference with a python script: \n",
    "* Generate the script : In Jupyter Notebook browser, go to File -> Download as -> Python (.py)\n",
    "* Run the script: `python imagenet_inference.py`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import dependencies\n",
    "Verify that all dependencies are installed using the cell below. Continue if no errors encountered, warnings can be ignored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mxnet as mx\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from collections import namedtuple\n",
    "from mxnet.gluon.data.vision import transforms\n",
    "from mxnet.contrib.onnx.onnx2mx.import_model import import_model\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test Images\n",
    "A test image will be downloaded to test out inference. Feel free to provide your own image instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'kitten.jpg'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mx.test_utils.download('https://s3.amazonaws.com/model-server/inputs/kitten.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download label file for ImageNet\n",
    "Download and load synset.txt file containing class labels for ImageNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mx.test_utils.download('https://s3.amazonaws.com/onnx-model-zoo/synset.txt')\n",
    "with open('synset.txt', 'r') as f:\n",
    "    labels = [l.rstrip() for l in f]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import ONNX model\n",
    "Import a model from ONNX to MXNet symbols and params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enter path to the ONNX model file\n",
    "model_path= 'squeezenet1.1.onnx'\n",
    "sym, arg_params, aux_params = import_model(model_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read image\n",
    "`get_image(path, show=False)` : Read and show the image taking the `path` as input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Batch = namedtuple('Batch', ['data'])\n",
    "def get_image(path, show=False):\n",
    "    img = mx.image.imread(path)\n",
    "    if img is None:\n",
    "        return None\n",
    "    if show:\n",
    "        plt.imshow(img.asnumpy())\n",
    "        plt.axis('off')\n",
    "    return img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocess image\n",
    "`preprocess(img)` : Preprocess inference image -> resize to 256x256, take center crop of 224x224, normalize image, add a dimension to batchify the image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(img):   \n",
    "    transform_fn = transforms.Compose([\n",
    "    transforms.Resize(256),\n",
    "    transforms.CenterCrop(224),\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ])\n",
    "    img = transform_fn(img)\n",
    "    img = img.expand_dims(axis=0)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predict\n",
    "`predict(path)` : Takes `path` of the input image and flag to display input image and prints 5 top predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(path):\n",
    "    img = get_image(path, show=True)\n",
    "    img = preprocess(img)\n",
    "    mod.forward(Batch([img]))\n",
    "    # Take softmax to generate probabilities\n",
    "    scores = mx.ndarray.softmax(mod.get_outputs()[0]).asnumpy()\n",
    "    # print the top-5 inferences class\n",
    "    scores = np.squeeze(scores)\n",
    "    a = np.argsort(scores)[::-1]\n",
    "    for i in a[0:5]:\n",
    "        print('class=%s ; probability=%f' %(labels[i],scores[i]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the network for inference\n",
    "Use `mx.mod.Module` to define the network architecture and bind the parameter values using `mod.set_params`. `mod.bind` tells the network the shape of input and labels to expect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Determine and set context\n",
    "if len(mx.test_utils.list_gpus())==0:\n",
    "    ctx = mx.cpu()\n",
    "else:\n",
    "    ctx = mx.gpu(0)\n",
    "# Load module\n",
    "mod = mx.mod.Module(symbol=sym, context=ctx, label_names=None)\n",
    "mod.bind(for_training=False, data_shapes=[('data', (1,3,224,224))], \n",
    "         label_shapes=mod._label_shapes)\n",
    "mod.set_params(arg_params, aux_params, allow_missing=True, allow_extra=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate predictions\n",
    "The top 5 classes (in order) along with the probabilities generated for the image is displayed in the output of the cell below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class=n02124075 Egyptian cat ; probability=0.349889\n",
      "class=n02123159 tiger cat ; probability=0.214085\n",
      "class=n02125311 cougar, puma, catamount, mountain lion, painter, panther, Felis concolor ; probability=0.184941\n",
      "class=n02123045 tabby, tabby cat ; probability=0.157686\n",
      "class=n02127052 lynx, catamount ; probability=0.088739\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Enter path to the inference image below\n",
    "img_path = 'kitten.jpg'\n",
    "predict(img_path)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
